diff --git a/docs/docs/how_to/graph_constructing.ipynb b/docs/docs/how_to/graph_constructing.ipynb
index 44df5e99d70..5d33db58c42 100644
--- a/docs/docs/how_to/graph_constructing.ipynb
+++ b/docs/docs/how_to/graph_constructing.ipynb
@@ -167,7 +167,7 @@
     "She was, in 1906, the first woman to become a professor at the University of Paris.\n",
     "\"\"\"\n",
     "documents = [Document(page_content=text)]\n",
-    "graph_documents = llm_transformer.convert_to_graph_documents(documents)\n",
+    "graph_documents = await llm_transformer.aconvert_to_graph_documents(documents)\n",
     "print(f\"Nodes:{graph_documents[0].nodes}\")\n",
     "print(f\"Relationships:{graph_documents[0].relationships}\")"
    ]
@@ -205,7 +205,7 @@
     "    allowed_nodes=[\"Person\", \"Country\", \"Organization\"],\n",
     "    allowed_relationships=[\"NATIONALITY\", \"LOCATED_IN\", \"WORKED_AT\", \"SPOUSE\"],\n",
     ")\n",
-    "graph_documents_filtered = llm_transformer_filtered.convert_to_graph_documents(\n",
+    "graph_documents_filtered = await llm_transformer_filtered.aconvert_to_graph_documents(\n",
     "    documents\n",
     ")\n",
     "print(f\"Nodes:{graph_documents_filtered[0].nodes}\")\n",
@@ -245,7 +245,9 @@
     "    allowed_nodes=[\"Person\", \"Country\", \"Organization\"],\n",
     "    allowed_relationships=allowed_relationships,\n",
     ")\n",
-    "graph_documents_filtered = llm_transformer_tuple.convert_to_graph_documents(documents)\n",
+    "graph_documents_filtered = await llm_transformer_tuple.aconvert_to_graph_documents(\n",
+    "    documents\n",
+    ")\n",
     "print(f\"Nodes:{graph_documents_filtered[0].nodes}\")\n",
     "print(f\"Relationships:{graph_documents_filtered[0].relationships}\")"
    ]
@@ -289,7 +291,9 @@
     "    allowed_relationships=[\"NATIONALITY\", \"LOCATED_IN\", \"WORKED_AT\", \"SPOUSE\"],\n",
     "    node_properties=[\"born_year\"],\n",
     ")\n",
-    "graph_documents_props = llm_transformer_props.convert_to_graph_documents(documents)\n",
+    "graph_documents_props = await llm_transformer_props.aconvert_to_graph_documents(\n",
+    "    documents\n",
+    ")\n",
     "print(f\"Nodes:{graph_documents_props[0].nodes}\")\n",
     "print(f\"Relationships:{graph_documents_props[0].relationships}\")"
    ]